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a/notebooks/0-Creating_networks.html +++ b/notebooks/0-Creating_networks.html @@ -533,7 +533,7 @@

    Visualizing probabilistic networks
    WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
    -I0000 00:00:1705079368.189551    2312 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
    +I0000 00:00:1705079370.405777    2329 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
     No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)
     
    @@ -700,7 +700,7 @@
    Continuous value coupling
    Adding 1000 new observations.
     
    -../_images/bb44e2e4103fcf0124753e5c014b90f2c08caeaff291349b9f649d1c7d740d70.png +../_images/f2d6be0c64458246bab1f27666b5192b3c75277d88c17630af6ed5c82faefa5e.png
    - diff --git a/notebooks/0-Theory.html b/notebooks/0-Theory.html index 96b1e8339..a570c40fa 100644 --- a/notebooks/0-Theory.html +++ b/notebooks/0-Theory.html @@ -845,9 +845,9 @@

    System configuration diff --git a/notebooks/1.1-Binary_HGF.html b/notebooks/1.1-Binary_HGF.html index a3183d693..2695487a4 100644 --- a/notebooks/1.1-Binary_HGF.html +++ b/notebooks/1.1-Binary_HGF.html @@ -535,7 +535,7 @@

    Create the model
    WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
    -I0000 00:00:1705079390.562195    2547 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
    +I0000 00:00:1705079394.670839    2564 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
     No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)
     
    @@ -812,7 +812,7 @@

    Sampling
    -../_images/3237c550f57d999915b53f899593e041a4b0589b8e95f5cd564dcb08c4f6edff.png +../_images/271971ddfab9b55f861bc648e3a89173e1afb720aca98e1a75d851cef74d3231.png
    @@ -861,7 +861,7 @@

    Using the learned parameters -../_images/6945066a76a0baf88a79385dc5453ef417193495507df75bc25aa34e244106bf.png +../_images/08c1975930b6b580c84368b001e11ea3f649b152a52cf559a63c766e8ea88df3.png
    @@ -871,7 +871,7 @@

    Using the learned parameters -
    - 100.00% [4000/4000 00:07<00:00 Sampling 2 chains, 0 divergences] + 100.00% [4000/4000 00:08<00:00 Sampling 2 chains, 0 divergences]
    Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 8 seconds.
     
    @@ -985,7 +985,7 @@

    Sampling#

    -../_images/712629cb33c98c1ad4fad250e3a59f40b938e2f7bc9cb26f0eabac36652816e9.png +../_images/51fdd0fe9cc0f9c3bd6079e1b8bc713719a69d3889028fdbc35bcbf5626adc98.png
    @@ -1035,7 +1035,7 @@

    Using the learned parameters -../_images/5bb16813dff6470cef4538806b30fcb0dd9d75027891b301ac75507fc0f3e6ec.png +../_images/48b6e643609c24445605d651449aeb0145650ab71b10ff1d8d220b39f57bcca0.png
    -../_images/8f746f1c5531f29baa0bbc4ef16b7bc48ab0662653370211c6f75b2cf2f218c2.png +../_images/d9943251853754ea732bd588fc65aba0f48748c6a6751c1bf6903f3cac4de8cb.png
    @@ -807,14 +807,14 @@

    System configuration diff --git a/notebooks/1.3-Continuous_HGF.html b/notebooks/1.3-Continuous_HGF.html index 4a0a9a55f..1ebbff0af 100644 --- a/notebooks/1.3-Continuous_HGF.html +++ b/notebooks/1.3-Continuous_HGF.html @@ -530,7 +530,7 @@

    Create the model
    WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
    -I0000 00:00:1705079486.532902    3061 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
    +I0000 00:00:1705079496.770687    3158 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
     No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)
     
    @@ -815,7 +815,7 @@

    Visualizing the model
    -../_images/276f245ebd9fd4bcae5e926f51a69ac0c4a8b7994776641b7ca80207aba0e073.svg
    +../_images/0747ca4d2db1d73075db0036fa2d7adb40e86a06d3c587c73103c1d2a5698bb6.svg
    @@ -861,7 +861,7 @@

    Sampling 100.00% [4000/4000 00:06<00:00 Sampling 2 chains, 0 divergences] -

    @@ -923,7 +923,7 @@

    Using the learned parameters -../_images/1027868dd9726bceb51a817971f86e959928fc25a945f41e8fb78796a86b31e4.png +../_images/5e91125687c39ac1aa7cb1089199f9fdb21dc376b31d72e23a26ca2c7c27e31b.png
    @@ -1027,7 +1027,7 @@

    Sampling#
    - 100.00% [4000/4000 00:11<00:00 Sampling 2 chains, 0 divergences] + 100.00% [4000/4000 00:11<00:00 Sampling 2 chains, 2 divergences]
    Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 12 seconds.
     
    @@ -1045,7 +1045,7 @@

    Sampling#

    -../_images/9e29e8acc91327301cbe218f33c687514d39fa2d27ab43ec1a4e47bb1bb8621d.png +../_images/3db04963ee1993fcd34fd9ac14bc6b8b66066047cb667bcd0105ac47ba817163.png

    @@ -1090,7 +1090,7 @@

    Using the learned parameters -../_images/293a56f656a18eee64b527afcaf654522111713cfa36f1b5a151b9c8471b44e7.png +../_images/e67f8048b0d0a2bb971a45091980ea6046c3428629c09a9e4259b32eb7273219.png ../_images/dd44aa9a345e0be01c3dece8255eb0a0c55a840ec124c5a1ddd5384330047b39.png +../_images/63f33516cc48df71295b88ad2e7eaa6967cc31821d3121c46d830afcd3055c12.png

    The results above indicate that given the responses provided by the participant, the most likely values for the parameter \(\omega_2\) are between -4.9 and -3.1, with a mean at -3.9 (you can find slightly different values if you sample different actions from the decisions function). We can consider this as an excellent estimate given the sparsity of the data, and the complexity of the model.

    @@ -967,10 +967,10 @@

    System configurationModel#<
    -../_images/2c2ec653a09041a6888695e9a5205d212ab643876518aa15719c9eaf00c8caf3.svg
    +../_images/f7896e0052a3fc3f44bc9bda97f9629b4a569142c77749c99011dd44bf4602f5.svg
    @@ -639,7 +639,7 @@

    Model#<

    WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
    -I0000 00:00:1705079407.510589    2526 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
    +I0000 00:00:1705079412.703208    2546 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
     No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)
     
    @@ -668,9 +668,9 @@

    Model#<
    - 100.00% [2000/2000 00:59<00:00 Sampling chain 0, 0 divergences] + 100.00% [2000/2000 01:02<00:00 Sampling chain 0, 1 divergences]
    -
    Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 60 seconds.
    +    
    Sampling 1 chain for 1_000 tune and 1_000 draw iterations (1_000 + 1_000 draws total) took 63 seconds.
     
    Only one chain was sampled, this makes it impossible to run some convergence checks
    @@ -686,7 +686,7 @@ 

    Model#<

    -../_images/0e3e2efc5eb3e87488f97453ec8f27aca4f077b04cf5ca86914d8c6dc512ddd4.png +../_images/c24967fdf8e9f60a1f67ebf3234e49936543e58b1e22f69ed69971739c00d824.png

    As expected, the highest density aroud the group-level mean estimate inlcude 10.0, the real value.

    @@ -767,7 +767,7 @@

    Visualizing the model
    -../_images/cd33e815c9d7ba2b15d536e75792f3d97e7012b4c4280c72ed1a67012f13c954.svg
    +../_images/c3a43812be0bb0d83a1395c20e36622b9487f77928c101865a93f551a547ff5f.svg
    @@ -811,9 +811,9 @@

    Sampling
    - 100.00% [2000/2000 00:21<00:00 Sampling chain 0, 38 divergences] + 100.00% [2000/2000 00:19<00:00 Sampling chain 0, 45 divergences]
    -

    @@ -856,12 +856,12 @@

    System configuration diff --git a/notebooks/4-Parameter_recovery.html b/notebooks/4-Parameter_recovery.html index 9a6e3ed77..1ce699e7f 100644 --- a/notebooks/4-Parameter_recovery.html +++ b/notebooks/4-Parameter_recovery.html @@ -596,7 +596,7 @@

    Embedding a serie of HGFs in a graphical model
    WARNING: All log messages before absl::InitializeLog() is called are written to STDERR
    -I0000 00:00:1705079508.717064    3185 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
    +I0000 00:00:1705079517.367033    3281 tfrt_cpu_pjrt_client.cc:349] TfrtCpuClient created.
     No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)
     
    @@ -625,9 +625,9 @@

    Embedding a serie of HGFs in a graphical model
    - 100.00% [4000/4000 00:30<00:00 Sampling 2 chains, 0 divergences] + 100.00% [4000/4000 00:31<00:00 Sampling 2 chains, 0 divergences]
    -
    Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 30 seconds.
    +    
    Sampling 2 chains for 1_000 tune and 1_000 draw iterations (2_000 + 2_000 draws total) took 32 seconds.
     
    -
    Downloading ECG channel:  50%|█████     | 1/2 [00:00<00:00,  1.37it/s]
    +
    Downloading ECG channel:  50%|█████     | 1/2 [00:00<00:00,  1.98it/s]
     
    -
    Downloading Respiration channel:  50%|█████     | 1/2 [00:00<00:00,  1.37it/s]
    +
    Downloading Respiration channel:  50%|█████     | 1/2 [00:00<00:00,  1.98it/s]
     
    -
    Downloading Respiration channel: 100%|██████████| 2/2 [00:01<00:00,  1.42it/s]
    +
    Downloading Respiration channel: 100%|██████████| 2/2 [00:01<00:00,  1.92it/s]
     
    -
    Downloading Respiration channel: 100%|██████████| 2/2 [00:01<00:00,  1.41it/s]
    +
    Downloading Respiration channel: 100%|██████████| 2/2 [00:01<00:00,  1.93it/s]
     
    
    @@ -851,12 +851,12 @@ 

    Plot the signal with instantaneous heart rate derivations

    +

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